{"id":"W2604010331","doi":"10.3138/jcfs.47.1.27","title":"Families in the Future: Stories of Finnish Students","year":2016,"lang":"en","type":"article","venue":"Journal of Comparative Family Studies","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures contract; Narrative; Perspective (graphical); Sociology; Position (finance); Social science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00479297,0.000105843,0.0004709621,0.0001381014,0.0004344561,0.00006107648,0.001173013,0.00003875246,0.00001153237],"category_scores_gemma":[0.0007555194,0.00004820679,0.0001135253,0.0007375301,0.002371813,0.0005363771,0.0001035455,0.0001668181,0.000004321244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723109,"about_ca_system_score_gemma":0.0002809476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002095227,"about_ca_topic_score_gemma":0.002961456,"domain_scores_codex":[0.9958841,0.001145256,0.0005170305,0.0001063545,0.0020541,0.0002931917],"domain_scores_gemma":[0.9964245,0.00198146,0.0004699936,0.0001029927,0.000964524,0.00005650786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008762748,0.0002124189,0.3201543,0.00001073947,0.0002310368,0.00001730812,0.612241,0.00000395645,0.0005656356,0.01879611,0.04134271,0.006337136],"study_design_scores_gemma":[0.0003012655,0.0001814765,0.3316493,0.00007846881,0.00000879737,4.254273e-7,0.5972797,6.845208e-8,0.00009849075,0.004387761,0.06595672,0.00005748324],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753919,0.009690973,0.00002097464,0.005712381,0.0009241179,0.0001821138,0.000003804929,0.000003981347,0.008069741],"genre_scores_gemma":[0.9858955,0.01296894,0.0001162528,0.0000950732,0.0006512476,0.000007297994,2.579719e-8,0.000002235749,0.000263441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02461401,"threshold_uncertainty_score":0.8739044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2081125534383437,"score_gpt":0.5200282137062646,"score_spread":0.3119156602679209,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}